Efficient Rank Reduction of Correlation Matrices
Geometric optimisation algorithms are developed that efficiently find the nearest low-rank correlation matrix. We show, in numerical tests, that our methods compare favourably to the existing methods in the literature. The connection with the Lagrange multiplier method is established, along with an identification of whether a local minimum is a global minimum. An additional benefit of the geometric approach is that any weighted norm can be applied. The problem of finding the nearest low-rank correlation matrix occurs as part of the calibration of multi-factor interest rate market models to correlation.
|Date of creation:||03 Apr 2005|
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- Pietersz, R. & Groenen, P.J.F., 2004.
"Rank reduction of correlation matrices by majorization,"
Econometric Institute Research Papers
EI 2004-11, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
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